[MedIA'25] Towards foundation models and few-shot parameter-efficient fine-tuning for volumetric organ segmentation.
☆44Oct 15, 2025Updated 8 months ago
Alternatives and similar repositories for fewshot-finetuning
Users that are interested in fewshot-finetuning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆15Dec 12, 2020Updated 5 years ago
- Model calibration in CLIP Adapters☆20Aug 19, 2024Updated last year
- [CVPR'25] Conformal prediction for vision-language models. Enhancing VLMs deployment with reliability gurarantees.☆21Jun 7, 2025Updated last year
- Implementation of The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medic…☆11May 12, 2025Updated last year
- Code for our method CALS (Class Adaptive Label Smoothing) for network calibration. To Appear at CVPR 2023. Paper: https://arxiv.org/abs/2…☆24Jun 4, 2023Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Python codes to implement Q-Net, a meta-learning method for few shot medical image segmentation☆51Dec 5, 2023Updated 2 years ago
- Code for our MIDL 2021 submission☆17Mar 18, 2021Updated 5 years ago
- ☆12Nov 13, 2025Updated 7 months ago
- Code for the paper : "Weakly supervised segmentation with cross-modality equivariant constraints", available at https://arxiv.org/pdf/210…☆19Nov 1, 2022Updated 3 years ago
- Anatomically-aware Uncertainty for Semi-supervised Image Segmentation☆25Feb 18, 2024Updated 2 years ago
- Automated detection of exudates from fundus images plays an important role in diabetic retinopathy (DR) screening and evaluation, for whi…☆11Dec 11, 2020Updated 5 years ago
- ☆17Apr 17, 2025Updated last year
- Code of our method MbLS (Margin-based Label Smoothing) for network calibration. To Appear at CVPR 2022. Paper : https://arxiv.org/abs/211…☆50Nov 12, 2022Updated 3 years ago
- Code implementation of ProtoSAM - One Shot Medical Image Segmentation with Foundationl Models☆48Oct 10, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆44Apr 8, 2024Updated 2 years ago
- [IEEE TIM 2024] Partition A Medical Image: Extracting Multiple Representative Sub-Regions for Few-shot Medical Image Segmentation☆18Oct 10, 2024Updated last year
- [ICCV 2023] CLIP-Driven Universal Model; Rank first in MSD Competition.☆676Oct 24, 2025Updated 7 months ago
- (CVPR 2021) Code for our method RePRI for Few-Shot Segmentation. Paper at http://arxiv.org/abs/2012.06166☆175Mar 5, 2023Updated 3 years ago
- [MedIA'22] Constrained unsupervised anomaly segmentation.☆20Mar 28, 2023Updated 3 years ago
- A nnU-Netv2 based acceleration solution for Abdominal organs and tumor segmentation.☆21Nov 24, 2023Updated 2 years ago
- [MICCAI 2023] Continual Learning for Abdominal Multi-Organ and Tumor Segmentation☆78Jul 30, 2024Updated last year
- Official PyTorch Implementation of MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation(CVPR …☆30Mar 15, 2024Updated 2 years ago
- Implementation of Open-Set Likelihood Maximization for Few-Shot Learning☆42Jul 5, 2023Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- MICCAI 2023 Paper (Early Acceptance)☆192Nov 5, 2023Updated 2 years ago
- (NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297☆123May 23, 2023Updated 3 years ago
- Code for the paper : Do we really need dice? The hidden region-size biases of segmentation losses. MeDIA 2023. https://www.sciencedirect.…☆43Sep 24, 2023Updated 2 years ago
- Official PyTorch Implementation of DIaM in "A Strong Baseline for Generalized Few-Shot Semantic Segmentation" (CVPR 2023)☆76Sep 6, 2024Updated last year
- This is the repository of Quality Sentinel, a label quality evaluation model for medical image segmentation.☆21Dec 3, 2025Updated 6 months ago
- Laplacian Regularized Few Shot Learning☆84Jun 9, 2022Updated 4 years ago
- Codes for "Harmonizing Flows: Unsupervised MR harmonization based on normalizing flows"☆23Nov 15, 2023Updated 2 years ago
- [WACV 2026] An extremely simple method for validation-free efficient adaptation of CLIP-like VLMs that is robust to the learning rate.☆38Apr 17, 2025Updated last year
- Code for tutorial at MICCAI 2022☆94Nov 10, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- [MICCAI 2023] Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer☆68Mar 4, 2025Updated last year
- [BIBM‘24] This repository is the official implementation for "UniUSNet: A Promptable Framework for Universal Ultrasound Disease Predictio…☆15Jun 25, 2025Updated 11 months ago
- Constrained Domain Adaptation for Segmentation☆29May 15, 2022Updated 4 years ago
- Code for the CVPR 2023 paper "Proximal Splitting Adversarial Attacks for Semantic Segmentation"☆22Apr 30, 2024Updated 2 years ago
- MiniGPT-Pancreas: Multimodal Large language Model for Pancreas Cancer Classification and Detection☆13Sep 19, 2025Updated 8 months ago
- [CVPR 2024] Zero-shot method for Vision-Language Models based on a robust formulation of the MeanShift algorithm for Test-time Augmentati…☆68Dec 15, 2024Updated last year
- Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes [NeurIPS2021]☆13Feb 3, 2026Updated 4 months ago